US11699240B2 - Target tracking method and apparatus, and storage medium - Google Patents
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- US11699240B2 US11699240B2 US16/819,487 US202016819487A US11699240B2 US 11699240 B2 US11699240 B2 US 11699240B2 US 202016819487 A US202016819487 A US 202016819487A US 11699240 B2 US11699240 B2 US 11699240B2
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T7/00—Image analysis
- G06T7/20—Analysis of motion
- G06T7/246—Analysis of motion using feature-based methods, e.g. the tracking of corners or segments
- G06T7/248—Analysis of motion using feature-based methods, e.g. the tracking of corners or segments involving reference images or patches
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T7/00—Image analysis
- G06T7/70—Determining position or orientation of objects or cameras
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T2207/00—Indexing scheme for image analysis or image enhancement
- G06T2207/10—Image acquisition modality
- G06T2207/10016—Video; Image sequence
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T2207/00—Indexing scheme for image analysis or image enhancement
- G06T2207/20—Special algorithmic details
- G06T2207/20081—Training; Learning
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T2207/00—Indexing scheme for image analysis or image enhancement
- G06T2207/20—Special algorithmic details
- G06T2207/20084—Artificial neural networks [ANN]
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T2207/00—Indexing scheme for image analysis or image enhancement
- G06T2207/30—Subject of image; Context of image processing
- G06T2207/30232—Surveillance
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T2207/00—Indexing scheme for image analysis or image enhancement
- G06T2207/30—Subject of image; Context of image processing
- G06T2207/30241—Trajectory
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Applications Claiming Priority (5)
Application Number | Priority Date | Filing Date | Title |
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CN201810184967.8A CN108416799A (zh) | 2018-03-06 | 2018-03-06 | 目标跟踪方法和装置、电子设备、程序、存储介质 |
CN201810182797.XA CN108460787B (zh) | 2018-03-06 | 2018-03-06 | 目标跟踪方法和装置、电子设备、程序、存储介质 |
CN201810182797.X | 2018-03-06 | ||
CN201810184967.8 | 2018-03-06 | ||
PCT/CN2019/076355 WO2019170024A1 (fr) | 2018-03-06 | 2019-02-27 | Procédé et appareil de suivi de cible, dispositif électronique et support d'informations |
Related Parent Applications (1)
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PCT/CN2019/076355 Continuation WO2019170024A1 (fr) | 2018-03-06 | 2019-02-27 | Procédé et appareil de suivi de cible, dispositif électronique et support d'informations |
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US20200258242A1 US20200258242A1 (en) | 2020-08-13 |
US11699240B2 true US11699240B2 (en) | 2023-07-11 |
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US16/819,487 Active US11699240B2 (en) | 2018-03-06 | 2020-03-16 | Target tracking method and apparatus, and storage medium |
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US (1) | US11699240B2 (fr) |
JP (1) | JP7163372B2 (fr) |
SG (1) | SG11202002621SA (fr) |
WO (1) | WO2019170024A1 (fr) |
Families Citing this family (3)
Publication number | Priority date | Publication date | Assignee | Title |
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CN110929630B (zh) * | 2019-11-19 | 2023-11-24 | 中国科学院上海微系统与信息技术研究所 | 一种铁路轨道信息提取方法、系统、电子设备及存储介质 |
CN112651996A (zh) * | 2020-12-22 | 2021-04-13 | 南京市城市与交通规划设计研究院股份有限公司 | 目标检测跟踪方法、装置、电子设备和存储介质 |
CN113723209A (zh) * | 2021-08-05 | 2021-11-30 | 浙江大华技术股份有限公司 | 目标识别方法、装置、电子设备和计算机可读存储介质 |
Citations (31)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
JP2000113158A (ja) | 1998-10-01 | 2000-04-21 | Toshiba Corp | 物体追跡装置及びその方法 |
CN101169827A (zh) | 2007-12-03 | 2008-04-30 | 北京中星微电子有限公司 | 一种对图像中的特征点进行跟踪的方法及装置 |
JP2010145965A (ja) | 2008-12-22 | 2010-07-01 | Fujinon Corp | オートフォーカスシステム |
JP2011060167A (ja) | 2009-09-14 | 2011-03-24 | Secom Co Ltd | 移動物体追跡装置 |
JP2011118782A (ja) | 2009-12-04 | 2011-06-16 | Sony Corp | 画像処理装置および画像処理方法、並びにプログラム |
US20110286631A1 (en) | 2010-05-21 | 2011-11-24 | Qualcomm Incorporated | Real time tracking/detection of multiple targets |
US20120093364A1 (en) | 2010-02-19 | 2012-04-19 | Panasonic Corporation | Object tracking device, object tracking method, and object tracking program |
US20120120237A1 (en) * | 2010-11-12 | 2012-05-17 | Sony Corporation | Video processing |
JP2012159958A (ja) | 2011-01-31 | 2012-08-23 | Secom Co Ltd | 移動物体追跡装置 |
WO2013001940A1 (fr) | 2011-06-29 | 2013-01-03 | オリンパスイメージング株式会社 | Dispositif de suivi et procédé de suivi |
JP2013021726A (ja) | 2012-10-18 | 2013-01-31 | Canon Inc | 被写体追跡装置及びその制御方法 |
JP2014241505A (ja) | 2013-06-11 | 2014-12-25 | ソニー株式会社 | 撮影装置および撮影方法、テンプレート生成装置およびテンプレート生成方法、並びにプログラム |
US20150131851A1 (en) | 2013-11-13 | 2015-05-14 | Xerox Corporation | System and method for using apparent size and orientation of an object to improve video-based tracking in regularized environments |
US20150221136A1 (en) | 2014-02-05 | 2015-08-06 | Elena Shaburova | Method for real-time video processing involving retouching of an object in the video |
US20150369918A1 (en) | 2014-06-20 | 2015-12-24 | Syntronics, Llc | Laser alignment and tracking system |
JP2016085487A (ja) | 2014-10-22 | 2016-05-19 | キヤノン株式会社 | 情報処理装置、情報処理方法及びコンピュータプログラム |
US20160180197A1 (en) | 2014-12-19 | 2016-06-23 | The Boeing Company | System and method to improve object tracking using multiple tracking systems |
CN106326837A (zh) | 2016-08-09 | 2017-01-11 | 北京旷视科技有限公司 | 对象追踪方法和装置 |
CN106529587A (zh) | 2016-08-26 | 2017-03-22 | 北京航空航天大学 | 基于目标点识别的视觉航向识别方法 |
US20170084045A1 (en) * | 2015-09-23 | 2017-03-23 | Vatics Inc. | Monitoring Camera Device and Related Region-based Motion Detection Method |
WO2017080399A1 (fr) | 2015-11-12 | 2017-05-18 | 阿里巴巴集团控股有限公司 | Procédé et dispositif pour le suivi de localisation de visage humain, et équipement électronique |
CN106909909A (zh) | 2017-03-08 | 2017-06-30 | 王华锋 | 一种基于共享卷积特征的人脸检测与对齐方法 |
JP2017156886A (ja) | 2016-02-29 | 2017-09-07 | Kddi株式会社 | 画像間類似度を考慮して物体を追跡する装置、プログラム及び方法 |
CN107169939A (zh) | 2017-05-31 | 2017-09-15 | 广东欧珀移动通信有限公司 | 图像处理方法及相关产品 |
CN107562805A (zh) | 2017-08-08 | 2018-01-09 | 浙江大华技术股份有限公司 | 一种以图搜图的方法及装置 |
JP2018026108A (ja) | 2016-08-08 | 2018-02-15 | パナソニックIpマネジメント株式会社 | 物体追跡方法、物体追跡装置およびプログラム |
CN108416799A (zh) | 2018-03-06 | 2018-08-17 | 北京市商汤科技开发有限公司 | 目标跟踪方法和装置、电子设备、程序、存储介质 |
CN108460787A (zh) | 2018-03-06 | 2018-08-28 | 北京市商汤科技开发有限公司 | 目标跟踪方法和装置、电子设备、程序、存储介质 |
US20190096069A1 (en) * | 2016-02-26 | 2019-03-28 | SZ DJI Technology Co., Ltd. | Systems and methods for visual target tracking |
US20190197703A1 (en) | 2017-12-21 | 2019-06-27 | Baidu Online Network Technology (Beijing) Co., Ltd. | Method and apparatus for tracking target profile in video |
US20190205694A1 (en) * | 2017-12-28 | 2019-07-04 | Qualcomm Incorporated | Multi-resolution feature description for object recognition |
-
2019
- 2019-02-27 WO PCT/CN2019/076355 patent/WO2019170024A1/fr active Application Filing
- 2019-02-27 JP JP2020516424A patent/JP7163372B2/ja active Active
- 2019-02-27 SG SG11202002621SA patent/SG11202002621SA/en unknown
-
2020
- 2020-03-16 US US16/819,487 patent/US11699240B2/en active Active
Patent Citations (33)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
JP2000113158A (ja) | 1998-10-01 | 2000-04-21 | Toshiba Corp | 物体追跡装置及びその方法 |
CN101169827A (zh) | 2007-12-03 | 2008-04-30 | 北京中星微电子有限公司 | 一种对图像中的特征点进行跟踪的方法及装置 |
JP2010145965A (ja) | 2008-12-22 | 2010-07-01 | Fujinon Corp | オートフォーカスシステム |
JP2011060167A (ja) | 2009-09-14 | 2011-03-24 | Secom Co Ltd | 移動物体追跡装置 |
JP2011118782A (ja) | 2009-12-04 | 2011-06-16 | Sony Corp | 画像処理装置および画像処理方法、並びにプログラム |
US20120093364A1 (en) | 2010-02-19 | 2012-04-19 | Panasonic Corporation | Object tracking device, object tracking method, and object tracking program |
US20110286631A1 (en) | 2010-05-21 | 2011-11-24 | Qualcomm Incorporated | Real time tracking/detection of multiple targets |
US20120120237A1 (en) * | 2010-11-12 | 2012-05-17 | Sony Corporation | Video processing |
JP2012159958A (ja) | 2011-01-31 | 2012-08-23 | Secom Co Ltd | 移動物体追跡装置 |
WO2013001940A1 (fr) | 2011-06-29 | 2013-01-03 | オリンパスイメージング株式会社 | Dispositif de suivi et procédé de suivi |
US20130113941A1 (en) | 2011-06-29 | 2013-05-09 | Olympus Imaging Corp. | Tracking apparatus and tracking method |
JP2013021726A (ja) | 2012-10-18 | 2013-01-31 | Canon Inc | 被写体追跡装置及びその制御方法 |
JP2014241505A (ja) | 2013-06-11 | 2014-12-25 | ソニー株式会社 | 撮影装置および撮影方法、テンプレート生成装置およびテンプレート生成方法、並びにプログラム |
US20150131851A1 (en) | 2013-11-13 | 2015-05-14 | Xerox Corporation | System and method for using apparent size and orientation of an object to improve video-based tracking in regularized environments |
US20150221136A1 (en) | 2014-02-05 | 2015-08-06 | Elena Shaburova | Method for real-time video processing involving retouching of an object in the video |
US20150369918A1 (en) | 2014-06-20 | 2015-12-24 | Syntronics, Llc | Laser alignment and tracking system |
JP2016085487A (ja) | 2014-10-22 | 2016-05-19 | キヤノン株式会社 | 情報処理装置、情報処理方法及びコンピュータプログラム |
US20160180197A1 (en) | 2014-12-19 | 2016-06-23 | The Boeing Company | System and method to improve object tracking using multiple tracking systems |
US20170084045A1 (en) * | 2015-09-23 | 2017-03-23 | Vatics Inc. | Monitoring Camera Device and Related Region-based Motion Detection Method |
WO2017080399A1 (fr) | 2015-11-12 | 2017-05-18 | 阿里巴巴集团控股有限公司 | Procédé et dispositif pour le suivi de localisation de visage humain, et équipement électronique |
US20190096069A1 (en) * | 2016-02-26 | 2019-03-28 | SZ DJI Technology Co., Ltd. | Systems and methods for visual target tracking |
JP2017156886A (ja) | 2016-02-29 | 2017-09-07 | Kddi株式会社 | 画像間類似度を考慮して物体を追跡する装置、プログラム及び方法 |
JP2018026108A (ja) | 2016-08-08 | 2018-02-15 | パナソニックIpマネジメント株式会社 | 物体追跡方法、物体追跡装置およびプログラム |
CN106326837A (zh) | 2016-08-09 | 2017-01-11 | 北京旷视科技有限公司 | 对象追踪方法和装置 |
CN106529587A (zh) | 2016-08-26 | 2017-03-22 | 北京航空航天大学 | 基于目标点识别的视觉航向识别方法 |
CN106909909A (zh) | 2017-03-08 | 2017-06-30 | 王华锋 | 一种基于共享卷积特征的人脸检测与对齐方法 |
CN107169939A (zh) | 2017-05-31 | 2017-09-15 | 广东欧珀移动通信有限公司 | 图像处理方法及相关产品 |
CN107562805A (zh) | 2017-08-08 | 2018-01-09 | 浙江大华技术股份有限公司 | 一种以图搜图的方法及装置 |
US20200160099A1 (en) * | 2017-08-08 | 2020-05-21 | Zhejiang Dahua Technology Co., Ltd. | Systems and methods for searching images |
US20190197703A1 (en) | 2017-12-21 | 2019-06-27 | Baidu Online Network Technology (Beijing) Co., Ltd. | Method and apparatus for tracking target profile in video |
US20190205694A1 (en) * | 2017-12-28 | 2019-07-04 | Qualcomm Incorporated | Multi-resolution feature description for object recognition |
CN108416799A (zh) | 2018-03-06 | 2018-08-17 | 北京市商汤科技开发有限公司 | 目标跟踪方法和装置、电子设备、程序、存储介质 |
CN108460787A (zh) | 2018-03-06 | 2018-08-28 | 北京市商汤科技开发有限公司 | 目标跟踪方法和装置、电子设备、程序、存储介质 |
Non-Patent Citations (21)
Title |
---|
"FlowNet: Learning Optical Flow with Convolutional Networks", Dec. 2015, Alexey Dosovitskiy, Philipp Fischer, Eddy Ilg, Philip Hausser, Caner Hazirbas, Vladimir Golkov, Patrick Van De Smagt, Daniel Cremers and Thomas Brox, IEEE International Conference on Computer Vision, US, IEEE, pp. 2758-2766. |
"High-Speed Tracking with Kernelized Correlation Filters"; Nov. 2014; Joao F. Henriques, Rui Caseiro, Pedro Martins and Jorge Batista; IEEE Transactions on Pattern Analysis and Machine Intelligence, 14 pgs. |
"Learning to Track at 100 FPS with Deep Regression Networks"; Aug. 2016; David Held, Sebastian Thrun and Silvio Savarese, In European Conference on Computer Vision, Springer, 26 pgs. |
"Object Tracking Benchmark"; Sep. 2015; Yi Wu, Jongwoo Lim and Ming-Hsuan Yang; IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 37, No. 9, 15 pgs. |
English translation of the Written Opinion of the International Search Authority in the international application No. PCT/CN2019/076354, dated May 28, 2019, 4 pgs. |
English translation of the Written Opinion of the International Search Authority in the international application No. PCT/CN2019/076355, dated May 28, 2019, 5 pgs. |
Final Office Action of the U.S. Appl. No. 16/822,177, dated Sep. 9, 2021, 20 pgs. |
First Office Action of the Chinese application No. 201810182797.X, dated Nov. 29, 2019, 12 pgs. |
First Office Action of the Chinese application No. 201810184967.8, dated Jul. 1, 2019, 14 pgs. |
First Office Action of the Japanese application No. 2020-516424, dated May 20, 2021, 6 pgs. |
First Office Action of the Japanese application No. 2020-516429, dated May 18, 2021, 13 pgs. |
First Office Action of the U.S. Appl. No. 16/822,177, dated Mar. 26, 2021, 20 pgs. |
International Search Report in the international application No. PCT/CN2019/076354, dated May 28, 2019, 2 pgs. |
International Search Report in the international application No. PCT/CN2019/076355, dated May 28, 2019, 2 pgs. |
Mask R-CNN; Oct. 2017; Kaiming He, Georgia Gkioxari, Piour Dollar and Ross Girshick, In The IEEE International Conference on Computer Vision (ICCV), 9 pgs. |
Notice of Allowance of the U.S. Appl. No. 16/822,177, dated Nov. 17, 2021, 18 pgs. |
Second Office Action of the Chinese application No. 201810182797.X, dated May 28, 2020, 18 pgs. |
Second Office Action of the Chinese application No. 201810184967.8, dated Apr. 14, 2020, 16 pgs. |
Second Office Action of the Japanese application No. 2020-516424, dated Sep. 3, 2021, 6 pgs. |
Written Opinion of the Singaporean application No. 11202002621S, dated Jul. 1, 2022, 9 pgs. |
Written Opinion of the Singaporean application No. 11202002622Q, dated Jun. 29, 2022, 9 pgs. |
Also Published As
Publication number | Publication date |
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US20200258242A1 (en) | 2020-08-13 |
SG11202002621SA (en) | 2020-04-29 |
JP2020534609A (ja) | 2020-11-26 |
JP7163372B2 (ja) | 2022-10-31 |
WO2019170024A1 (fr) | 2019-09-12 |
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